我正在尝试使用 read_json 处理带有 pandas 的嵌套 json，但我收到了重复的条目，如下所示:
contributors_enabled 2013-11-30 20:48:42
created_at 2013-11-30 20:48:42
default_profile 2013-11-30 20:48:42
default_profile_image 2013-11-30 20:48:42
description 2013-11-30 20:48:42
favourites_count 2013-11-30 20:48:42
follow_request_sent 2013-11-30 20:48:42
...
source \
contributors_enabled <a href="http://twitter.com/download/iphone" r...
created_at <a href="http://twitter.com/download/iphone" r...
default_profile <a href="http://twitter.com/download/iphone" r...
default_profile_image <a href="http://twitter.com/download/iphone" r...
description <a href="http://twitter.com/download/iphone" r...
favourites_count <a href="http://twitter.com/download/iphone" r...
follow_request_sent...
如何将其更改为正确的格式？
我正在使用以下代码:
for line in gzip.open("/home/amrith/shared/twitter-stream/tweets-1385844523.txt.gz"):
tweet = read_json(line)
print(tweet)
输入行如下所示:
{'contributors': None,
'coordinates': None,
'created_at': 'Sun Dec 01 01:19:00 +0000 2013',
'entities': {'hashtags': [], 'symbols': [], 'urls': [], 'user_mentions': []},
'favorite_count': 0,
'favorited': False,
'filter_level': 'medium',
'geo': None,
'id': 12345,
'id_str': '12345',
'in_reply_to_screen_name': None,
'in_reply_to_status_id': None,
'in_reply_to_status_id_str': None,
'in_reply_to_user_id': None,
'in_reply_to_user_id_str': None,
'lang': 'es',
'place': None,
'retweet_count': 0,
'retweeted': False,
'source': '<a href="http:\\/\\/blackberry.com\\/twitter" '
'rel="nofollow">Twitter for BlackBerry®<\\/a>',
'text': 'Todo va a estar bn :D',
'truncated': False,
'user': {'contributors_enabled': False,
'created_at': 'Sun Feb 05 02:04:16 +0000 2012',
'default_profile': False,
'default_profile_image': False,
'description': 'No pretendo ser nadie mas y no soy perfecta lo se, '
'tengo muchos errores también lo se pero me acepto y '
'me amo como soy.',
'favourites_count': 218,
'follow_request_sent': None,
'followers_count': 71,
'following': None,
'friends_count': 64,
'geo_enabled': True,
'id': 54321,
'id_str': '54321',
'is_translator': False,
'lang': 'es',
'listed_count': 0,
'location': '',
'name': 'xxxxx',
'notifications': None,
'profile_background_color': 'DBE9ED',
'profile_background_image_url': 'http:\\/\\/a0.twimg.com\\/profile_background_images\\/378800000116209016\\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg',
'profile_background_image_url_https': 'https:\\/\\/si0.twimg.com\\/profile_background_images\\/378800000116209016\\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg',
'profile_background_tile': True,
'profile_banner_url': 'https:\\/\\/pbs.twimg.com\\/profile_banners\\/483470963\\/1385144720',
'profile_image_url': 'http:\\/\\/pbs.twimg.com\\/profile_images\\/378800000736604157\\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg',
'profile_image_url_https': 'https:\\/\\/pbs.twimg.com\\/profile_images\\/378800000736604157\\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg',
'profile_link_color': '9D1DCF',
'profile_sidebar_border_color': 'FFFFFF',
'profile_sidebar_fill_color': 'E6F6F9',
'profile_text_color': '333333',
'profile_use_background_image': True,
'protected': False,
'screen_name': 'xxxxx',
'statuses_count': 10407,
'time_zone': 'Central Time (US & Canada)',
'url': None,
'utc_offset': -21600,
'verified': False}}
最佳答案
使用递归来展平嵌套的字典
- Thinking Recursively in Python
- Flattening JSON objects in Python
- flatten
- 以下函数将用于展平
_source_list
def flatten_json(nested_json: dict, exclude: list=['']) -> dict:
"""
Flatten a list of nested dicts.
"""
out = dict()
def flatten(x: (list, dict, str), name: str='', exclude=exclude):
if type(x) is dict:
for a in x:
if a not in exclude:
flatten(x[a], f'{name}{a}_')
elif type(x) is list:
i = 0
for a in x:
flatten(a, f'{name}{i}_')
i += 1
else:
out[name[:-1]] = x
flatten(nested_json)
return out
数据:
为了创建数据集，我使用了给定的数据三次
data是一个json
data = {'stuff': [{"created_at":"Sun Dec 01 01:19:00 +0000 2013","id":12345,"id_str":"12345","text":"Todo va a estar bn :D","source":"\u003ca href=\"http:\/\/blackberry.com\/twitter\" rel=\"nofollow\"\u003eTwitter for BlackBerry\u00ae\u003c\/a\u003e","truncated":False,"in_reply_to_status_id":null,"in_reply_to_status_id_str":null,"in_reply_to_user_id":null,"in_reply_to_user_id_str":null,"in_reply_to_screen_name":null,"user":{"id":54321,"id_str":"54321","name":"xxxxx","screen_name":"xxxxx","location":"","url":null,"description":"No pretendo ser nadie mas y no soy perfecta lo se, tengo muchos errores tambi\u00e9n lo se pero me acepto y me amo como soy.","protected":false,"followers_count":71,"friends_count":64,"listed_count":0,"created_at":"Sun Feb 05 02:04:16 +0000 2012","favourites_count":218,"utc_offset":-21600,"time_zone":"Central Time (US & Canada)","geo_enabled":True,"verified":False,"statuses_count":10407,"lang":"es","contributors_enabled":False,"is_translator":False,"profile_background_color":"DBE9ED","profile_background_image_url":"http:\/\/a0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_image_url_https":"https:\/\/si0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_tile":true,"profile_image_url":"http:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_image_url_https":"https:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_banner_url":"https:\/\/pbs.twimg.com\/profile_banners\/483470963\/1385144720","profile_link_color":"9D1DCF","profile_sidebar_border_color":"FFFFFF","profile_sidebar_fill_color":"E6F6F9","profile_text_color":"333333","profile_use_background_image":True,"default_profile":False,"default_profile_image":False,"following":null,"follow_request_sent":null,"notifications":null},"geo":null,"coordinates":null,"place":null,"contributors":null,"retweet_count":0,"favorite_count":0,"entities":{"hashtags":[],"symbols":[],"urls":[],"user_mentions":[]},"favorited":False,"retweeted":False,"filter_level":"medium","lang":"es"},
{"created_at":"Sun Dec 01 01:19:00 +0000 2013","id":12345,"id_str":"12345","text":"Todo va a estar bn :D","source":"\u003ca href=\"http:\/\/blackberry.com\/twitter\" rel=\"nofollow\"\u003eTwitter for BlackBerry\u00ae\u003c\/a\u003e","truncated":False,"in_reply_to_status_id":null,"in_reply_to_status_id_str":null,"in_reply_to_user_id":null,"in_reply_to_user_id_str":null,"in_reply_to_screen_name":null,"user":{"id":54321,"id_str":"54321","name":"xxxxx","screen_name":"xxxxx","location":"","url":null,"description":"No pretendo ser nadie mas y no soy perfecta lo se, tengo muchos errores tambi\u00e9n lo se pero me acepto y me amo como soy.","protected":false,"followers_count":71,"friends_count":64,"listed_count":0,"created_at":"Sun Feb 05 02:04:16 +0000 2012","favourites_count":218,"utc_offset":-21600,"time_zone":"Central Time (US & Canada)","geo_enabled":True,"verified":False,"statuses_count":10407,"lang":"es","contributors_enabled":False,"is_translator":False,"profile_background_color":"DBE9ED","profile_background_image_url":"http:\/\/a0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_image_url_https":"https:\/\/si0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_tile":true,"profile_image_url":"http:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_image_url_https":"https:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_banner_url":"https:\/\/pbs.twimg.com\/profile_banners\/483470963\/1385144720","profile_link_color":"9D1DCF","profile_sidebar_border_color":"FFFFFF","profile_sidebar_fill_color":"E6F6F9","profile_text_color":"333333","profile_use_background_image":True,"default_profile":False,"default_profile_image":False,"following":null,"follow_request_sent":null,"notifications":null},"geo":null,"coordinates":null,"place":null,"contributors":null,"retweet_count":0,"favorite_count":0,"entities":{"hashtags":[],"symbols":[],"urls":[],"user_mentions":[]},"favorited":False,"retweeted":False,"filter_level":"medium","lang":"es"},
{"created_at":"Sun Dec 01 01:19:00 +0000 2013","id":12345,"id_str":"12345","text":"Todo va a estar bn :D","source":"\u003ca href=\"http:\/\/blackberry.com\/twitter\" rel=\"nofollow\"\u003eTwitter for BlackBerry\u00ae\u003c\/a\u003e","truncated":False,"in_reply_to_status_id":null,"in_reply_to_status_id_str":null,"in_reply_to_user_id":null,"in_reply_to_user_id_str":null,"in_reply_to_screen_name":null,"user":{"id":54321,"id_str":"54321","name":"xxxxx","screen_name":"xxxxx","location":"","url":null,"description":"No pretendo ser nadie mas y no soy perfecta lo se, tengo muchos errores tambi\u00e9n lo se pero me acepto y me amo como soy.","protected":false,"followers_count":71,"friends_count":64,"listed_count":0,"created_at":"Sun Feb 05 02:04:16 +0000 2012","favourites_count":218,"utc_offset":-21600,"time_zone":"Central Time (US & Canada)","geo_enabled":True,"verified":False,"statuses_count":10407,"lang":"es","contributors_enabled":False,"is_translator":False,"profile_background_color":"DBE9ED","profile_background_image_url":"http:\/\/a0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_image_url_https":"https:\/\/si0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_tile":true,"profile_image_url":"http:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_image_url_https":"https:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_banner_url":"https:\/\/pbs.twimg.com\/profile_banners\/483470963\/1385144720","profile_link_color":"9D1DCF","profile_sidebar_border_color":"FFFFFF","profile_sidebar_fill_color":"E6F6F9","profile_text_color":"333333","profile_use_background_image":True,"default_profile":False,"default_profile_image":False,"following":null,"follow_request_sent":null,"notifications":null},"geo":null,"coordinates":null,"place":null,"contributors":null,"retweet_count":0,"favorite_count":0,"entities":{"hashtags":[],"symbols":[],"urls":[],"user_mentions":[]},"favorited":False,"retweeted":False,"filter_level":"medium","lang":"es"}]}
data 是 dicts 的 listdata = [{"created_at":"Sun Dec 01 01:19:00 +0000 2013","id":12345,"id_str":"12345","text":"Todo va a estar bn :D","source":"\u003ca href=\"http:\/\/blackberry.com\/twitter\" rel=\"nofollow\"\u003eTwitter for BlackBerry\u00ae\u003c\/a\u003e","truncated":False,"in_reply_to_status_id":null,"in_reply_to_status_id_str":null,"in_reply_to_user_id":null,"in_reply_to_user_id_str":null,"in_reply_to_screen_name":null,"user":{"id":54321,"id_str":"54321","name":"xxxxx","screen_name":"xxxxx","location":"","url":null,"description":"No pretendo ser nadie mas y no soy perfecta lo se, tengo muchos errores tambi\u00e9n lo se pero me acepto y me amo como soy.","protected":false,"followers_count":71,"friends_count":64,"listed_count":0,"created_at":"Sun Feb 05 02:04:16 +0000 2012","favourites_count":218,"utc_offset":-21600,"time_zone":"Central Time (US & Canada)","geo_enabled":True,"verified":False,"statuses_count":10407,"lang":"es","contributors_enabled":False,"is_translator":False,"profile_background_color":"DBE9ED","profile_background_image_url":"http:\/\/a0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_image_url_https":"https:\/\/si0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_tile":true,"profile_image_url":"http:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_image_url_https":"https:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_banner_url":"https:\/\/pbs.twimg.com\/profile_banners\/483470963\/1385144720","profile_link_color":"9D1DCF","profile_sidebar_border_color":"FFFFFF","profile_sidebar_fill_color":"E6F6F9","profile_text_color":"333333","profile_use_background_image":True,"default_profile":False,"default_profile_image":False,"following":null,"follow_request_sent":null,"notifications":null},"geo":null,"coordinates":null,"place":null,"contributors":null,"retweet_count":0,"favorite_count":0,"entities":{"hashtags":[],"symbols":[],"urls":[],"user_mentions":[]},"favorited":False,"retweeted":False,"filter_level":"medium","lang":"es"},
{"created_at":"Sun Dec 01 01:19:00 +0000 2013","id":12345,"id_str":"12345","text":"Todo va a estar bn :D","source":"\u003ca href=\"http:\/\/blackberry.com\/twitter\" rel=\"nofollow\"\u003eTwitter for BlackBerry\u00ae\u003c\/a\u003e","truncated":False,"in_reply_to_status_id":null,"in_reply_to_status_id_str":null,"in_reply_to_user_id":null,"in_reply_to_user_id_str":null,"in_reply_to_screen_name":null,"user":{"id":54321,"id_str":"54321","name":"xxxxx","screen_name":"xxxxx","location":"","url":null,"description":"No pretendo ser nadie mas y no soy perfecta lo se, tengo muchos errores tambi\u00e9n lo se pero me acepto y me amo como soy.","protected":false,"followers_count":71,"friends_count":64,"listed_count":0,"created_at":"Sun Feb 05 02:04:16 +0000 2012","favourites_count":218,"utc_offset":-21600,"time_zone":"Central Time (US & Canada)","geo_enabled":True,"verified":False,"statuses_count":10407,"lang":"es","contributors_enabled":False,"is_translator":False,"profile_background_color":"DBE9ED","profile_background_image_url":"http:\/\/a0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_image_url_https":"https:\/\/si0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_tile":true,"profile_image_url":"http:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_image_url_https":"https:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_banner_url":"https:\/\/pbs.twimg.com\/profile_banners\/483470963\/1385144720","profile_link_color":"9D1DCF","profile_sidebar_border_color":"FFFFFF","profile_sidebar_fill_color":"E6F6F9","profile_text_color":"333333","profile_use_background_image":True,"default_profile":False,"default_profile_image":False,"following":null,"follow_request_sent":null,"notifications":null},"geo":null,"coordinates":null,"place":null,"contributors":null,"retweet_count":0,"favorite_count":0,"entities":{"hashtags":[],"symbols":[],"urls":[],"user_mentions":[]},"favorited":False,"retweeted":False,"filter_level":"medium","lang":"es"},
{"created_at":"Sun Dec 01 01:19:00 +0000 2013","id":12345,"id_str":"12345","text":"Todo va a estar bn :D","source":"\u003ca href=\"http:\/\/blackberry.com\/twitter\" rel=\"nofollow\"\u003eTwitter for BlackBerry\u00ae\u003c\/a\u003e","truncated":False,"in_reply_to_status_id":null,"in_reply_to_status_id_str":null,"in_reply_to_user_id":null,"in_reply_to_user_id_str":null,"in_reply_to_screen_name":null,"user":{"id":54321,"id_str":"54321","name":"xxxxx","screen_name":"xxxxx","location":"","url":null,"description":"No pretendo ser nadie mas y no soy perfecta lo se, tengo muchos errores tambi\u00e9n lo se pero me acepto y me amo como soy.","protected":false,"followers_count":71,"friends_count":64,"listed_count":0,"created_at":"Sun Feb 05 02:04:16 +0000 2012","favourites_count":218,"utc_offset":-21600,"time_zone":"Central Time (US & Canada)","geo_enabled":True,"verified":False,"statuses_count":10407,"lang":"es","contributors_enabled":False,"is_translator":False,"profile_background_color":"DBE9ED","profile_background_image_url":"http:\/\/a0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_image_url_https":"https:\/\/si0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg","profile_background_tile":true,"profile_image_url":"http:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_image_url_https":"https:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg","profile_banner_url":"https:\/\/pbs.twimg.com\/profile_banners\/483470963\/1385144720","profile_link_color":"9D1DCF","profile_sidebar_border_color":"FFFFFF","profile_sidebar_fill_color":"E6F6F9","profile_text_color":"333333","profile_use_background_image":True,"default_profile":False,"default_profile_image":False,"following":null,"follow_request_sent":null,"notifications":null},"geo":null,"coordinates":null,"place":null,"contributors":null,"retweet_count":0,"favorite_count":0,"entities":{"hashtags":[],"symbols":[],"urls":[],"user_mentions":[]},"favorited":False,"retweeted":False,"filter_level":"medium","lang":"es"}]
使用flatten_json:
- 如果
data是json，如上所述
df = pd.DataFrame([flatten_json(x) for x in data['stuff'])
data是dicts的列表，如上所述df = pd.DataFrame([flatten_json(x) for x in data)
输出:
created_at id id_str text source truncated in_reply_to_status_id in_reply_to_status_id_str in_reply_to_user_id in_reply_to_user_id_str in_reply_to_screen_name user_id user_id_str user_name user_screen_name user_location user_url user_description user_protected user_followers_count user_friends_count user_listed_count user_created_at user_favourites_count user_utc_offset user_time_zone user_geo_enabled user_verified user_statuses_count user_lang user_contributors_enabled user_is_translator user_profile_background_color user_profile_background_image_url user_profile_background_image_url_https user_profile_background_tile user_profile_image_url user_profile_image_url_https user_profile_banner_url user_profile_link_color user_profile_sidebar_border_color user_profile_sidebar_fill_color user_profile_text_color user_profile_use_background_image user_default_profile user_default_profile_image user_following user_follow_request_sent user_notifications geo coordinates place contributors retweet_count favorite_count favorited retweeted filter_level lang
Sun Dec 01 01:19:00 +0000 2013 12345 12345 Todo va a estar bn :D <a href="http:\/\/blackberry.com\/twitter" rel="nofollow">Twitter for BlackBerry®<\/a> False None None None None None 54321 54321 xxxxx xxxxx None No pretendo ser nadie mas y no soy perfecta lo se, tengo muchos errores también lo se pero me acepto y me amo como soy. False 71 64 0 Sun Feb 05 02:04:16 +0000 2012 218 -21600 Central Time (US & Canada) True False 10407 es False False DBE9ED http:\/\/a0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg https:\/\/si0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg True http:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg https:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg https:\/\/pbs.twimg.com\/profile_banners\/483470963\/1385144720 9D1DCF FFFFFF E6F6F9 333333 True False False None None None None None None None 0 0 False False medium es
Sun Dec 01 01:19:00 +0000 2013 12345 12345 Todo va a estar bn :D <a href="http:\/\/blackberry.com\/twitter" rel="nofollow">Twitter for BlackBerry®<\/a> False None None None None None 54321 54321 xxxxx xxxxx None No pretendo ser nadie mas y no soy perfecta lo se, tengo muchos errores también lo se pero me acepto y me amo como soy. False 71 64 0 Sun Feb 05 02:04:16 +0000 2012 218 -21600 Central Time (US & Canada) True False 10407 es False False DBE9ED http:\/\/a0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg https:\/\/si0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg True http:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg https:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg https:\/\/pbs.twimg.com\/profile_banners\/483470963\/1385144720 9D1DCF FFFFFF E6F6F9 333333 True False False None None None None None None None 0 0 False False medium es
Sun Dec 01 01:19:00 +0000 2013 12345 12345 Todo va a estar bn :D <a href="http:\/\/blackberry.com\/twitter" rel="nofollow">Twitter for BlackBerry®<\/a> False None None None None None 54321 54321 xxxxx xxxxx None No pretendo ser nadie mas y no soy perfecta lo se, tengo muchos errores también lo se pero me acepto y me amo como soy. False 71 64 0 Sun Feb 05 02:04:16 +0000 2012 218 -21600 Central Time (US & Canada) True False 10407 es False False DBE9ED http:\/\/a0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg https:\/\/si0.twimg.com\/profile_background_images\/378800000116209016\/ff11dc9f5a2e05d2800a91cff08c2c73.jpeg True http:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg https:\/\/pbs.twimg.com\/profile_images\/378800000736604157\/b6d36df6332a2cacb0d30b5328b668d6_normal.jpeg https:\/\/pbs.twimg.com\/profile_banners\/483470963\/1385144720 9D1DCF FFFFFF E6F6F9 333333 True False False None None None None None None None 0 0 False False medium es
关于python - 处理 pandas 中的嵌套 json，我们在Stack Overflow上找到一个类似的问题： https://stackoverflow.com/questions/22331630/